{"title":"Neural Network Quantum States in Curved Spacetime","authors":"A. M. Kalitenko, P. I. Pronin","doi":"10.1007/s10773-026-06273-w","DOIUrl":null,"url":null,"abstract":"<div><p>The Neural Network Quantum State (NNQS) approach offers a novel way to solve problems in quantum physics. Although this technique has been successful in addressing various issues, further research is needed to understand its full potential and limitations. In this study, we propose a neural network-based solution for the spinless particle within the Schwarzschild metric for three coordinate systems and compare it with the solution of the Klein–Gordon–Fock equations with a Coulomb potential. Our approach bridges the gap between analytic and numerical methods, improving the quality and usefulness of future studies in this field.</p></div>","PeriodicalId":597,"journal":{"name":"International Journal of Theoretical Physics","volume":"65 2","pages":""},"PeriodicalIF":1.7000,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Theoretical Physics","FirstCategoryId":"101","ListUrlMain":"https://link.springer.com/article/10.1007/s10773-026-06273-w","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PHYSICS, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
The Neural Network Quantum State (NNQS) approach offers a novel way to solve problems in quantum physics. Although this technique has been successful in addressing various issues, further research is needed to understand its full potential and limitations. In this study, we propose a neural network-based solution for the spinless particle within the Schwarzschild metric for three coordinate systems and compare it with the solution of the Klein–Gordon–Fock equations with a Coulomb potential. Our approach bridges the gap between analytic and numerical methods, improving the quality and usefulness of future studies in this field.
期刊介绍:
International Journal of Theoretical Physics publishes original research and reviews in theoretical physics and neighboring fields. Dedicated to the unification of the latest physics research, this journal seeks to map the direction of future research by original work in traditional physics like general relativity, quantum theory with relativistic quantum field theory,as used in particle physics, and by fresh inquiry into quantum measurement theory, and other similarly fundamental areas, e.g. quantum geometry and quantum logic, etc.